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    • 6. 发明授权
    • Discriminative training of document transcription system
    • 文件转录系统的歧视性培训
    • US09190050B2
    • 2015-11-17
    • US14244053
    • 2014-04-03
    • MModal IP LLC
    • Lambert MathiasGirija YegnanarayananJuergen Fritsch
    • G10L15/183G10L15/193G10L15/26G10L15/06
    • G10L15/063G06F17/271G06F17/2775G06F17/28G10L15/02G10L15/183G10L15/193G10L15/26G10L2015/0631G10L2015/0633
    • A system is provided for training an acoustic model for use in speech recognition. In particular, such a system may be used to perform training based on a spoken audio stream and a non-literal transcript of the spoken audio stream. Such a system may identify text in the non-literal transcript which represents concepts having multiple spoken forms. The system may attempt to identify the actual spoken form in the audio stream which produced the corresponding text in the non-literal transcript, and thereby produce a revised transcript which more accurately represents the spoken audio stream. The revised, and more accurate, transcript may be used to train the acoustic model using discriminative training techniques, thereby producing a better acoustic model than that which would be produced using conventional techniques, which perform training based directly on the original non-literal transcript.
    • 提供用于训练用于语音识别的声学模型的系统。 特别地,这样的系统可以用于基于口语音频流和口头音频流的非文字转录来执行训练。 这样的系统可以识别表示具有多个口头形式的概念的非文字记录中的文本。 该系统可以尝试在音频流中识别在非文字转录中产生相应文本的音频流中的实际语音形式,从而产生更准确地表示语音音频流的经修改的脚本。 可以使用修改和更准确的抄本来使用辨别性训练技术训练声学模型,从而产生比使用直接基于原始非文字誊本进行训练的常规技术产生的更好的声学模型。
    • 7. 发明授权
    • Content-based audio playback emphasis
    • 基于内容的音频播放强调
    • US09135917B2
    • 2015-09-15
    • US14317873
    • 2014-06-27
    • MModal IP LLC
    • Kjell SchubertJuergen FritschMichael FinkeDetlef Koll
    • G10L15/00G10L15/26G10L15/22G10L21/04
    • G10L15/26G06F17/273G06F17/2785G10L15/1807G10L15/22G10L15/265G10L21/04
    • Techniques are disclosed for facilitating the process of proofreading draft transcripts of spoken audio streams. In general, proofreading of a draft transcript is facilitated by playing back the corresponding spoken audio stream with an emphasis on those regions in the audio stream that are highly relevant or likely to have been transcribed incorrectly. Regions may be emphasized by, for example, playing them back more slowly than regions that are of low relevance and likely to have been transcribed correctly. Emphasizing those regions of the audio stream that are most important to transcribe correctly and those regions that are most likely to have been transcribed incorrectly increases the likelihood that the proofreader will accurately correct any errors in those regions, thereby improving the overall accuracy of the transcript.
    • 公开了用于促进校对口头音频流的草稿的过程的技术。 一般来说,通过播放对应的口语音频流,强调音频流中与那些高度相关或可能被错误地转录的那些区域,来校对草稿。 例如,区域可能会被强调为比相关程度低且可能被正确转录的地区的播放速度更慢。 强调音频流中最重要的那些区域是正确转录的,那些最有可能被错误转录的区域增加了校对者准确地纠正这些区域中的任何错误的可能性,从而提高了抄本的整体准确性。
    • 8. 发明申请
    • Speech Recognition Using Loosely Coupled Components
    • 使用松散耦合组件的语音识别
    • US20150179172A1
    • 2015-06-25
    • US14636774
    • 2015-03-03
    • MModal IP LLC
    • Detlef KollMichael Finke
    • G10L15/22
    • G10L15/22G10L15/30G10L2015/228
    • An automatic speech recognition system includes an audio capture component, a speech recognition processing component, and a result processing component which are distributed among two or more logical devices and/or two or more physical devices. In particular, the audio capture component may be located on a different logical device and/or physical device from the result processing component. For example, the audio capture component may be on a computer connected to a microphone into which a user speaks, while the result processing component may be on a terminal server which receives speech recognition results from a speech recognition processing server.
    • 自动语音识别系统包括分布在两个或多个逻辑设备和/或两个或更多个物理设备之间的音频捕获组件,语音识别处理组件和结果处理组件。 特别地,音频捕获组件可以位于与结果处理组件不同的逻辑设备和/或物理设备上。 例如,音频捕获组件可以在与用户说话的麦克风连接的计算机上,而结果处理组件可以在从语音识别处理服务器接收语音识别结果的终端服务器上。
    • 10. 发明申请
    • Dynamic Superbill Coding Workflow
    • 动态优秀编码工作流程
    • US20140278553A1
    • 2014-09-18
    • US14211322
    • 2014-03-14
    • MModal IP LLC
    • Juergen FritschVasudevan Jagannathan
    • G06Q50/22G06Q30/04
    • G06F19/328G06Q30/04G06Q50/22G16H10/60
    • A computer system generates an initial set of billing codes based on one or more documents (e.g., clinical notes) representing a patient encounter, such as clinical notes created by a physician. The system expands the initial set of billing codes based on a billing code standard to create an expanded set of billing codes for consideration by the physician. The system provides output representing the expanded billing code set to the physician. The physician selects one or more billing codes from the expanded billing code set for inclusion in a final billing code set for use in a bill for the services provided in the patient encounter.
    • 计算机系统基于表示患者遭遇的一个或多个文档(例如,临床笔记)生成初始的计费代码集,所述文档例如由医师创建的临床笔记。 该系统基于计费代码标准扩展初始计费代码集合,以创建扩展的计费代码集,供医生考虑。 该系统提供表示向医生设置的扩展计费代码的输出。 医生从扩展的计费代码集中选择一个或多个计费代码,以包含在用于在患者遭遇中提供的服务的账单中的最终计费代码集中。